The realtor's photographs depicted a sleek, modern marvel, unrecognizable from the place where he had spent his formative years. He ran a hand through his freshly-groomed hair, a barely perceptible twitch at the corner of his lips.

He looked around his expansive penthouse apartment, the city lights twinkling below. He'd built this. He had crafted it. Every brick, every beam. He was in control of his destiny.

He poured himself a glass of vintage champagne, the bubbles effervescent and celebratory. He took a sip.

Emotion: smug

Cluster: Positive / Joy
PC1 (Valence): 3.43 Positive
PC2 (Disposition): 1.71

Role in Research

This story is one of 1,000 stories generated for the emotion smug. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 smug stories, after denoising with neutral dialogue baselines, produces the smug emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the smug vector is projected through the unembedding matrix.

Promoted:
de1.109
l0.615
la0.585
😎0.570
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455